{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "from model import Model\n",
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_to_image_files = ['data/images/18.jpg', 'data/images/31.jpg', 'data/images/62.jpg',\n",
    "                       'data/images/522.jpg', 'data/images/9527.jpg', 'data/images/8888.jpg']\n",
    "images = []\n",
    "for path_to_image_file in path_to_image_files:\n",
    "    image = tf.image.decode_jpeg(tf.read_file(path_to_image_file), channels=3)\n",
    "    image = tf.reshape(image, [64, 64, 3])\n",
    "    image = tf.image.convert_image_dtype(image, dtype=tf.float32)\n",
    "    image = tf.multiply(tf.subtract(image, 0.5), 2)\n",
    "    image = tf.image.resize_images(image, [54, 54])\n",
    "    images.append(image)\n",
    "images = tf.stack(images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "length_logits, digits_logits = Model.inference(images, drop_rate=0.0)\n",
    "length_predictions = tf.argmax(length_logits, axis=1)\n",
    "digits_predictions = tf.argmax(digits_logits, axis=2)\n",
    "digits_predictions_string = tf.reduce_join(tf.as_string(digits_predictions), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sess = tf.InteractiveSession()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "restorer = tf.train.Saver()\n",
    "checkpoint_path = tf.train.latest_checkpoint('logs/train')\n",
    "restorer.restore(sess, checkpoint_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "length_predictions_val, digits_predictions_string_val, images_val = sess.run([length_predictions, digits_predictions_string, images])\n",
    "images_val = (images_val / 2.0) + 0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "length: 4\n",
      "digits: 888810\n"
     ]
    },
    {
     "data": {
      "image/png": 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ITKgt56+639O9il0NplHGWrZhyfLkmGizX9r6at6y9ku/BRWl2rTbEPQP/CiK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UqiDgTcuGebcnxrs/YLcX4N1h3u3ot52dT9Ps3VKQ6lLZR6qdMFxhzp8+qtvh07ffx8fvfx8f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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = 5\n",
    "image_val = images_val[idx]\n",
    "length_prediction_val = length_predictions_val[idx]\n",
    "digits_prediction_string_val = digits_predictions_string_val[idx]\n",
    "imshow(images_val[idx])\n",
    "print 'length: %d' % length_prediction_val\n",
    "print 'digits: %s' % digits_prediction_string_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "sess.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2.0
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}